Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 100 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 11.1 KiB |
| Average record size in memory | 113.3 B |
Variable types
| Categorical | 1 |
|---|---|
| Numeric | 13 |
mode has constant value "1" | Constant |
year is highly overall correlated with acousticness and 7 other fields | High correlation |
acousticness is highly overall correlated with year and 7 other fields | High correlation |
danceability is highly overall correlated with year and 6 other fields | High correlation |
duration_ms is highly overall correlated with speechiness | High correlation |
energy is highly overall correlated with year and 7 other fields | High correlation |
instrumentalness is highly overall correlated with year and 7 other fields | High correlation |
liveness is highly overall correlated with year and 5 other fields | High correlation |
loudness is highly overall correlated with year and 7 other fields | High correlation |
speechiness is highly overall correlated with duration_ms | High correlation |
tempo is highly overall correlated with year and 6 other fields | High correlation |
popularity is highly overall correlated with year and 7 other fields | High correlation |
year is uniformly distributed | Uniform |
year has unique values | Unique |
acousticness has unique values | Unique |
danceability has unique values | Unique |
duration_ms has unique values | Unique |
energy has unique values | Unique |
instrumentalness has unique values | Unique |
liveness has unique values | Unique |
loudness has unique values | Unique |
speechiness has unique values | Unique |
tempo has unique values | Unique |
valence has unique values | Unique |
popularity has unique values | Unique |
key has 34 (34.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-04-09 18:31:47.097507 |
|---|---|
| Analysis finished | 2023-04-09 18:31:56.720536 |
| Duration | 9.62 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
mode
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 928.0 B |
| 1 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 100 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 100 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 100 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 100 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 100 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 100 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 100 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 100 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 100 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 100 |
year
Real number (ℝ)
HIGH CORRELATION UNIFORM UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1970.5 |
| Minimum | 1921 |
|---|---|
| Maximum | 2020 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 1921 |
|---|---|
| 5-th percentile | 1925.95 |
| Q1 | 1945.75 |
| median | 1970.5 |
| Q3 | 1995.25 |
| 95-th percentile | 2015.05 |
| Maximum | 2020 |
| Range | 99 |
| Interquartile range (IQR) | 49.5 |
Descriptive statistics
| Standard deviation | 29.011492 |
|---|---|
| Coefficient of variation (CV) | 0.014722909 |
| Kurtosis | -1.2 |
| Mean | 1970.5 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0 |
| Sum | 197050 |
| Variance | 841.66667 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1921 | 1 | 1.0% |
| 1984 | 1 | 1.0% |
| 1994 | 1 | 1.0% |
| 1993 | 1 | 1.0% |
| 1992 | 1 | 1.0% |
| 1991 | 1 | 1.0% |
| 1990 | 1 | 1.0% |
| 1989 | 1 | 1.0% |
| 1988 | 1 | 1.0% |
| 1987 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 1921 | 1 | |
| 1922 | 1 | |
| 1923 | 1 | |
| 1924 | 1 | |
| 1925 | 1 | |
| 1926 | 1 | |
| 1927 | 1 | |
| 1928 | 1 | |
| 1929 | 1 | |
| 1930 | 1 |
| Value | Count | Frequency (%) |
| 2020 | 1 | |
| 2019 | 1 | |
| 2018 | 1 | |
| 2017 | 1 | |
| 2016 | 1 | |
| 2015 | 1 | |
| 2014 | 1 | |
| 2013 | 1 | |
| 2012 | 1 | |
| 2011 | 1 |
acousticness
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.55631702 |
| Minimum | 0.21993089 |
|---|---|
| Maximum | 0.96260705 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0.21993089 |
|---|---|
| 5-th percentile | 0.2537523 |
| Q1 | 0.2895157 |
| median | 0.45918955 |
| Q3 | 0.85671091 |
| 95-th percentile | 0.93680877 |
| Maximum | 0.96260705 |
| Range | 0.74267616 |
| Interquartile range (IQR) | 0.5671952 |
Descriptive statistics
| Standard deviation | 0.27535753 |
|---|---|
| Coefficient of variation (CV) | 0.49496514 |
| Kurtosis | -1.7362644 |
| Mean | 0.55631702 |
| Median Absolute Deviation (MAD) | 0.20307254 |
| Skewness | 0.23128849 |
| Sum | 55.631702 |
| Variance | 0.07582177 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.886896 | 1 | 1.0% |
| 0.2877095803 | 1 | 1.0% |
| 0.3062343631 | 1 | 1.0% |
| 0.3090685537 | 1 | 1.0% |
| 0.3208087638 | 1 | 1.0% |
| 0.3327652916 | 1 | 1.0% |
| 0.3328699506 | 1 | 1.0% |
| 0.3133512518 | 1 | 1.0% |
| 0.3220099465 | 1 | 1.0% |
| 0.3116640664 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 0.2199308881 | 1 | |
| 0.2426866436 | 1 | |
| 0.2491917627 | 1 | |
| 0.2493126459 | 1 | |
| 0.2499530444 | 1 | |
| 0.2539522577 | 1 | |
| 0.2540809576 | 1 | |
| 0.2557635069 | 1 | |
| 0.2564705182 | 1 | |
| 0.257488086 | 1 |
| Value | Count | Frequency (%) |
| 0.9626070504 | 1 | |
| 0.9572467914 | 1 | |
| 0.9401998602 | 1 | |
| 0.9386165036 | 1 | |
| 0.9385915493 | 1 | |
| 0.9367149374 | 1 | |
| 0.9361794553 | 1 | |
| 0.9357705179 | 1 | |
| 0.922155 | 1 | |
| 0.9199445824 | 1 |
danceability
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5367829 |
| Minimum | 0.41444501 |
|---|---|
| Maximum | 0.69290433 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0.41444501 |
|---|---|
| 5-th percentile | 0.45693787 |
| Q1 | 0.50079969 |
| median | 0.54097637 |
| Q3 | 0.57094839 |
| 95-th percentile | 0.61384687 |
| Maximum | 0.69290433 |
| Range | 0.27845932 |
| Interquartile range (IQR) | 0.070148703 |
Descriptive statistics
| Standard deviation | 0.052355726 |
|---|---|
| Coefficient of variation (CV) | 0.09753613 |
| Kurtosis | 0.28621801 |
| Mean | 0.5367829 |
| Median Absolute Deviation (MAD) | 0.035510708 |
| Skewness | 0.17246145 |
| Sum | 53.67829 |
| Variance | 0.0027411221 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.4185973333 | 1 | 1.0% |
| 0.53030895 | 1 | 1.0% |
| 0.55282995 | 1 | 1.0% |
| 0.56987815 | 1 | 1.0% |
| 0.55506485 | 1 | 1.0% |
| 0.555824359 | 1 | 1.0% |
| 0.53529865 | 1 | 1.0% |
| 0.54722745 | 1 | 1.0% |
| 0.5404594359 | 1 | 1.0% |
| 0.5410193333 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 0.4144450116 | 1 | |
| 0.4185973333 | 1 | |
| 0.4374260513 | 1 | |
| 0.4421994 | 1 | |
| 0.4551456338 | 1 | |
| 0.4570322 | 1 | |
| 0.4624801 | 1 | |
| 0.4633694737 | 1 | |
| 0.4646338882 | 1 | |
| 0.4656389 | 1 |
| Value | Count | Frequency (%) |
| 0.692904335 | 1 | |
| 0.6635004755 | 1 | |
| 0.6482682927 | 1 | |
| 0.6476698529 | 1 | |
| 0.6448141098 | 1 | |
| 0.6122170181 | 1 | |
| 0.6002023929 | 1 | |
| 0.5998802612 | 1 | |
| 0.5952217391 | 1 | |
| 0.5937740628 | 1 |
duration_ms
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 227296.75 |
| Minimum | 156881.66 |
|---|---|
| Maximum | 267677.82 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 156881.66 |
|---|---|
| 5-th percentile | 182013.67 |
| Q1 | 210889.19 |
| median | 235520.85 |
| Q3 | 247702.74 |
| 95-th percentile | 257137.89 |
| Maximum | 267677.82 |
| Range | 110796.17 |
| Interquartile range (IQR) | 36813.545 |
Descriptive statistics
| Standard deviation | 25630.048 |
|---|---|
| Coefficient of variation (CV) | 0.11276029 |
| Kurtosis | -0.36172577 |
| Mean | 227296.75 |
| Median Absolute Deviation (MAD) | 16539.906 |
| Skewness | -0.69361327 |
| Sum | 22729675 |
| Variance | 6.5689936 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 260537.1667 | 1 | 1.0% |
| 251845.2565 | 1 | 1.0% |
| 250992.254 | 1 | 1.0% |
| 251667.9675 | 1 | 1.0% |
| 246506.46 | 1 | 1.0% |
| 245912.0062 | 1 | 1.0% |
| 256451.4035 | 1 | 1.0% |
| 254203.5935 | 1 | 1.0% |
| 257442.5897 | 1 | 1.0% |
| 247543.3231 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 156881.6575 | 1 | |
| 165469.7465 | 1 | |
| 168999.4128 | 1 | |
| 171553.4255 | 1 | |
| 177942.3622 | 1 | |
| 182227.9445 | 1 | |
| 184986.9245 | 1 | |
| 184993.5984 | 1 | |
| 189356.1263 | 1 | |
| 191046.7076 | 1 |
| Value | Count | Frequency (%) |
| 267677.8231 | 1 | |
| 267676.967 | 1 | |
| 260537.1667 | 1 | |
| 260511.7935 | 1 | |
| 257442.5897 | 1 | |
| 257121.848 | 1 | |
| 257002.7905 | 1 | |
| 256451.4035 | 1 | |
| 254969.3715 | 1 | |
| 254708.4055 | 1 |
energy
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.45270542 |
| Minimum | 0.2079478 |
|---|---|
| Maximum | 0.6817778 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0.2079478 |
|---|---|
| 5-th percentile | 0.23436269 |
| Q1 | 0.28073344 |
| median | 0.49599715 |
| Q3 | 0.59800772 |
| 95-th percentile | 0.65675115 |
| Maximum | 0.6817778 |
| Range | 0.47383001 |
| Interquartile range (IQR) | 0.31727428 |
Descriptive statistics
| Standard deviation | 0.16173767 |
|---|---|
| Coefficient of variation (CV) | 0.35726913 |
| Kurtosis | -1.6957336 |
| Mean | 0.45270542 |
| Median Absolute Deviation (MAD) | 0.15255102 |
| Skewness | -0.13296809 |
| Sum | 45.270542 |
| Variance | 0.026159073 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2318151333 | 1 | 1.0% |
| 0.591091675 | 1 | 1.0% |
| 0.578772685 | 1 | 1.0% |
| 0.56255991 | 1 | 1.0% |
| 0.582864205 | 1 | 1.0% |
| 0.5594023641 | 1 | 1.0% |
| 0.571591395 | 1 | 1.0% |
| 0.584046375 | 1 | 1.0% |
| 0.5856792462 | 1 | 1.0% |
| 0.5798395538 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 0.2079477954 | 1 | |
| 0.2114670907 | 1 | |
| 0.2221723086 | 1 | |
| 0.2260444155 | 1 | |
| 0.2318151333 | 1 | |
| 0.2344967733 | 1 | |
| 0.2378153521 | 1 | |
| 0.2418007353 | 1 | |
| 0.2424648411 | 1 | |
| 0.246114615 | 1 |
| Value | Count | Frequency (%) |
| 0.6817778026 | 1 | |
| 0.6714608208 | 1 | |
| 0.6707487551 | 1 | |
| 0.6683047744 | 1 | |
| 0.660165261 | 1 | |
| 0.6565714602 | 1 | |
| 0.6532085113 | 1 | |
| 0.6503262821 | 1 | |
| 0.6488679451 | 1 | |
| 0.6487954438 | 1 |
instrumentalness
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.19358185 |
| Minimum | 0.016375524 |
|---|---|
| Maximum | 0.58170091 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0.016375524 |
|---|---|
| 5-th percentile | 0.076534681 |
| Q1 | 0.10332288 |
| median | 0.12764402 |
| Q3 | 0.27670732 |
| 95-th percentile | 0.43473271 |
| Maximum | 0.58170091 |
| Range | 0.56532539 |
| Interquartile range (IQR) | 0.17338444 |
Descriptive statistics
| Standard deviation | 0.12248788 |
|---|---|
| Coefficient of variation (CV) | 0.63274468 |
| Kurtosis | 0.22330401 |
| Mean | 0.19358185 |
| Median Absolute Deviation (MAD) | 0.049284062 |
| Skewness | 1.0591252 |
| Sum | 19.358185 |
| Variance | 0.015003282 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.3448780589 | 1 | 1.0% |
| 0.1451730397 | 1 | 1.0% |
| 0.1118857599 | 1 | 1.0% |
| 0.1152939654 | 1 | 1.0% |
| 0.1006900831 | 1 | 1.0% |
| 0.1150923398 | 1 | 1.0% |
| 0.1258262681 | 1 | 1.0% |
| 0.1131825446 | 1 | 1.0% |
| 0.1171903802 | 1 | 1.0% |
| 0.1019745175 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 0.01637552431 | 1 | |
| 0.05421712167 | 1 | |
| 0.06366209032 | 1 | |
| 0.07295726805 | 1 | |
| 0.07587207368 | 1 | |
| 0.07656955484 | 1 | |
| 0.07764024697 | 1 | |
| 0.07770147188 | 1 | |
| 0.07793403491 | 1 | |
| 0.08298056822 | 1 |
| Value | Count | Frequency (%) |
| 0.5817009136 | 1 | |
| 0.4948354801 | 1 | |
| 0.4861264096 | 1 | |
| 0.4492919654 | 1 | |
| 0.4449516393 | 1 | |
| 0.4341948697 | 1 | |
| 0.4182973612 | 1 | |
| 0.4098969235 | 1 | |
| 0.3928820479 | 1 | |
| 0.3913284987 | 1 |
liveness
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.20822381 |
| Minimum | 0.16845024 |
|---|---|
| Maximum | 0.2643351 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0.16845024 |
|---|---|
| 5-th percentile | 0.18103817 |
| Q1 | 0.19750861 |
| median | 0.20607445 |
| Q3 | 0.21849322 |
| 95-th percentile | 0.23878842 |
| Maximum | 0.2643351 |
| Range | 0.095884856 |
| Interquartile range (IQR) | 0.020984611 |
Descriptive statistics
| Standard deviation | 0.017903382 |
|---|---|
| Coefficient of variation (CV) | 0.085981435 |
| Kurtosis | 0.16692249 |
| Mean | 0.20822381 |
| Median Absolute Deviation (MAD) | 0.011734826 |
| Skewness | 0.37425784 |
| Sum | 20.822381 |
| Variance | 0.00032053107 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.20571 | 1 | 1.0% |
| 0.1977062 | 1 | 1.0% |
| 0.1921651 | 1 | 1.0% |
| 0.19493225 | 1 | 1.0% |
| 0.2002455 | 1 | 1.0% |
| 0.1886289231 | 1 | 1.0% |
| 0.1909609 | 1 | 1.0% |
| 0.1990802 | 1 | 1.0% |
| 0.2077075385 | 1 | 1.0% |
| 0.2020181026 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 0.1684502439 | 1 | |
| 0.1726164187 | 1 | |
| 0.1752893735 | 1 | |
| 0.176325535 | 1 | |
| 0.1785354187 | 1 | |
| 0.1811698943 | 1 | |
| 0.18225715 | 1 | |
| 0.1827485641 | 1 | |
| 0.1870256359 | 1 | |
| 0.1882892821 | 1 |
| Value | Count | Frequency (%) |
| 0.2643351 | 1 | |
| 0.2490322 | 1 | |
| 0.2407197183 | 1 | |
| 0.2392107042 | 1 | |
| 0.2391016 | 1 | |
| 0.2387719415 | 1 | |
| 0.2376679856 | 1 | |
| 0.237111093 | 1 | |
| 0.2360002101 | 1 | |
| 0.2352190678 | 1 |
loudness
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -11.969054 |
| Minimum | -19.275282 |
|---|---|
| Maximum | -6.595067 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 100 |
| Negative (%) | 100.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | -19.275282 |
|---|---|
| 5-th percentile | -16.924759 |
| Q1 | -14.189232 |
| median | -11.773061 |
| Q3 | -9.9505421 |
| 95-th percentile | -7.0663686 |
| Maximum | -6.595067 |
| Range | 12.680215 |
| Interquartile range (IQR) | 4.2386903 |
Descriptive statistics
| Standard deviation | 3.1056098 |
|---|---|
| Coefficient of variation (CV) | -0.25946994 |
| Kurtosis | -0.80488325 |
| Mean | -11.969054 |
| Median Absolute Deviation (MAD) | 2.4002023 |
| Skewness | 0.030565325 |
| Sum | -1196.9054 |
| Variance | 9.6448121 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -17.04866667 | 1 | 1.0% |
| -11.5232385 | 1 | 1.0% |
| -10.282273 | 1 | 1.0% |
| -10.882701 | 1 | 1.0% |
| -10.5754045 | 1 | 1.0% |
| -10.95576872 | 1 | 1.0% |
| -11.3274795 | 1 | 1.0% |
| -11.38413 | 1 | 1.0% |
| -11.51982103 | 1 | 1.0% |
| -11.62346718 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| -19.27528169 | 1 | |
| -18.49253846 | 1 | |
| -17.19198255 | 1 | |
| -17.04866667 | 1 | |
| -16.9814715 | 1 | |
| -16.92177436 | 1 | |
| -16.53037605 | 1 | |
| -16.5160942 | 1 | |
| -15.958866 | 1 | |
| -15.812066 | 1 |
| Value | Count | Frequency (%) |
| -6.595066995 | 1 | |
| -6.843804092 | 1 | |
| -6.909904266 | 1 | |
| -7.044535897 | 1 | |
| -7.046014796 | 1 | |
| -7.0674399 | 1 | |
| -7.168785069 | 1 | |
| -7.260549614 | 1 | |
| -7.265500513 | 1 | |
| -7.466158974 | 1 |
speechiness
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.10586109 |
| Minimum | 0.049098399 |
|---|---|
| Maximum | 0.49000074 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0.049098399 |
|---|---|
| 5-th percentile | 0.055914597 |
| Q1 | 0.064243787 |
| median | 0.085762806 |
| Q3 | 0.1044383 |
| 95-th percentile | 0.28033276 |
| Maximum | 0.49000074 |
| Range | 0.44090234 |
| Interquartile range (IQR) | 0.040194512 |
Descriptive statistics
| Standard deviation | 0.082127501 |
|---|---|
| Coefficient of variation (CV) | 0.77580442 |
| Kurtosis | 11.9142 |
| Mean | 0.10586109 |
| Median Absolute Deviation (MAD) | 0.021178192 |
| Skewness | 3.3635598 |
| Sum | 10.586109 |
| Variance | 0.0067449264 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.073662 | 1 | 1.0% |
| 0.0592648 | 1 | 1.0% |
| 0.07604935 | 1 | 1.0% |
| 0.07635055 | 1 | 1.0% |
| 0.0730623 | 1 | 1.0% |
| 0.07110158974 | 1 | 1.0% |
| 0.0643453 | 1 | 1.0% |
| 0.06393925 | 1 | 1.0% |
| 0.06609989744 | 1 | 1.0% |
| 0.05778964103 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 0.0490983992 | 1 | |
| 0.0516815 | 1 | |
| 0.05203615 | 1 | |
| 0.05487125 | 1 | |
| 0.054975 | 1 | |
| 0.05596405 | 1 | |
| 0.0569993 | 1 | |
| 0.05731935 | 1 | |
| 0.05755646154 | 1 | |
| 0.05773984211 | 1 |
| Value | Count | Frequency (%) |
| 0.4900007353 | 1 | |
| 0.4837036284 | 1 | |
| 0.4536189441 | 1 | |
| 0.3539123847 | 1 | |
| 0.3050973 | 1 | |
| 0.2790293636 | 1 | |
| 0.24295765 | 1 | |
| 0.1732832447 | 1 | |
| 0.1643593158 | 1 | |
| 0.1599114988 | 1 |
tempo
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 116.01567 |
| Minimum | 100.88452 |
|---|---|
| Maximum | 124.28313 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 100.88452 |
|---|---|
| 5-th percentile | 106.18737 |
| Q1 | 111.71863 |
| median | 117.45555 |
| Q3 | 120.60664 |
| 95-th percentile | 123.18412 |
| Maximum | 124.28313 |
| Range | 23.398607 |
| Interquartile range (IQR) | 8.8880184 |
Descriptive statistics
| Standard deviation | 5.6696447 |
|---|---|
| Coefficient of variation (CV) | 0.048869644 |
| Kurtosis | -0.52649696 |
| Mean | 116.01567 |
| Median Absolute Deviation (MAD) | 4.0789368 |
| Skewness | -0.62083002 |
| Sum | 11601.567 |
| Variance | 32.144871 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 101.5314933 | 1 | 1.0% |
| 121.376662 | 1 | 1.0% |
| 118.44517 | 1 | 1.0% |
| 120.364936 | 1 | 1.0% |
| 122.5862185 | 1 | 1.0% |
| 119.3625744 | 1 | 1.0% |
| 120.0627335 | 1 | 1.0% |
| 120.5790015 | 1 | 1.0% |
| 120.0244256 | 1 | 1.0% |
| 120.8457072 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 100.8845211 | 1 | |
| 101.5314933 | 1 | |
| 103.1645551 | 1 | |
| 105.9639295 | 1 | |
| 106.0083977 | 1 | |
| 106.1967915 | 1 | |
| 106.7722617 | 1 | |
| 107.9151229 | 1 | |
| 108.0583611 | 1 | |
| 108.2322805 | 1 |
| Value | Count | Frequency (%) |
| 124.2831286 | 1 | |
| 124.0875164 | 1 | |
| 123.5702153 | 1 | |
| 123.5099335 | 1 | |
| 123.4638077 | 1 | |
| 123.169395 | 1 | |
| 122.985001 | 1 | |
| 122.5862185 | 1 | |
| 122.4568165 | 1 | |
| 122.3052628 | 1 |
valence
Real number (ℝ)
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.53212011 |
| Minimum | 0.37932667 |
|---|---|
| Maximum | 0.66372542 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0.37932667 |
|---|---|
| 5-th percentile | 0.43147643 |
| Q1 | 0.4971743 |
| median | 0.54150328 |
| Q3 | 0.57008021 |
| 95-th percentile | 0.61697044 |
| Maximum | 0.66372542 |
| Range | 0.28439876 |
| Interquartile range (IQR) | 0.072905915 |
Descriptive statistics
| Standard deviation | 0.057809381 |
|---|---|
| Coefficient of variation (CV) | 0.10863972 |
| Kurtosis | -0.12257241 |
| Mean | 0.53212011 |
| Median Absolute Deviation (MAD) | 0.033871794 |
| Skewness | -0.3410064 |
| Sum | 53.212011 |
| Variance | 0.0033419246 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.3793266667 | 1 | 1.0% |
| 0.55163871 | 1 | 1.0% |
| 0.52664915 | 1 | 1.0% |
| 0.55556845 | 1 | 1.0% |
| 0.5590983 | 1 | 1.0% |
| 0.5486552308 | 1 | 1.0% |
| 0.52652685 | 1 | 1.0% |
| 0.5483329 | 1 | 1.0% |
| 0.5464853897 | 1 | 1.0% |
| 0.5414511795 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 0.3793266667 | 1 | |
| 0.3982538283 | 1 | |
| 0.4164763112 | 1 | |
| 0.4291420513 | 1 | |
| 0.4304195 | 1 | |
| 0.431532059 | 1 | |
| 0.4320983688 | 1 | |
| 0.4369104572 | 1 | |
| 0.44134755 | 1 | |
| 0.443134962 | 1 |
| Value | Count | Frequency (%) |
| 0.6637254237 | 1 | |
| 0.6597004878 | 1 | |
| 0.6365298319 | 1 | |
| 0.6254924324 | 1 | |
| 0.621928777 | 1 | |
| 0.61670947 | 1 | |
| 0.6162376299 | 1 | |
| 0.6099818 | 1 | |
| 0.5994099855 | 1 | |
| 0.5980580513 | 1 |
popularity
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.376065 |
| Minimum | 0.14084507 |
|---|---|
| Maximum | 65.256542 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0.14084507 |
|---|---|
| 5-th percentile | 0.79459556 |
| Q1 | 3.2982003 |
| median | 33.61925 |
| Q3 | 44.943375 |
| 95-th percentile | 56.847937 |
| Maximum | 65.256542 |
| Range | 65.115697 |
| Interquartile range (IQR) | 41.645175 |
Descriptive statistics
| Standard deviation | 20.703197 |
|---|---|
| Coefficient of variation (CV) | 0.75625176 |
| Kurtosis | -1.4075081 |
| Mean | 27.376065 |
| Median Absolute Deviation (MAD) | 17.395365 |
| Skewness | -0.025195719 |
| Sum | 2737.6065 |
| Variance | 428.62239 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6533333333 | 1 | 1.0% |
| 37.7745 | 1 | 1.0% |
| 45.0615 | 1 | 1.0% |
| 42.9975 | 1 | 1.0% |
| 42.994 | 1 | 1.0% |
| 41.65589744 | 1 | 1.0% |
| 40.7855 | 1 | 1.0% |
| 39.1825 | 1 | 1.0% |
| 39.60051282 | 1 | 1.0% |
| 39.68512821 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 0.1408450704 | 1 | |
| 0.1708074534 | 1 | |
| 0.3403361345 | 1 | |
| 0.6533333333 | 1 | |
| 0.6610169492 | 1 | |
| 0.8016260163 | 1 | |
| 0.9267151767 | 1 | |
| 0.93 | 1 | |
| 1.126634958 | 1 | |
| 1.181690141 | 1 |
| Value | Count | Frequency (%) |
| 65.25654182 | 1 | |
| 64.30197044 | 1 | |
| 63.29624346 | 1 | |
| 63.26355422 | 1 | |
| 59.64718976 | 1 | |
| 56.7006079 | 1 | |
| 55.54314214 | 1 | |
| 54.04706478 | 1 | |
| 53.30738721 | 1 | |
| 52.73015873 | 1 |
key
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 7.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.79 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 34 |
| Zeros (%) | 34.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 928.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 3.5626996 |
|---|---|
| Coefficient of variation (CV) | 0.94002627 |
| Kurtosis | -1.6259268 |
| Mean | 3.79 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.21826052 |
| Sum | 379 |
| Variance | 12.692828 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 34 | |
| 7 | 32 | |
| 2 | 13 | 13.0% |
| 9 | 7 | 7.0% |
| 1 | 6 | 6.0% |
| 10 | 4 | 4.0% |
| 5 | 4 | 4.0% |
| Value | Count | Frequency (%) |
| 0 | 34 | |
| 1 | 6 | 6.0% |
| 2 | 13 | 13.0% |
| 5 | 4 | 4.0% |
| 7 | 32 | |
| 9 | 7 | 7.0% |
| 10 | 4 | 4.0% |
| Value | Count | Frequency (%) |
| 10 | 4 | 4.0% |
| 9 | 7 | 7.0% |
| 7 | 32 | |
| 5 | 4 | 4.0% |
| 2 | 13 | 13.0% |
| 1 | 6 | 6.0% |
| 0 | 34 |
| year | acousticness | danceability | duration_ms | energy | instrumentalness | liveness | loudness | speechiness | tempo | valence | popularity | key | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| year | 1.000 | -0.938 | 0.513 | 0.444 | 0.920 | -0.921 | -0.667 | 0.922 | -0.280 | 0.792 | -0.205 | 0.979 | -0.022 |
| acousticness | -0.938 | 1.000 | -0.615 | -0.428 | -0.924 | 0.929 | 0.606 | -0.901 | 0.268 | -0.832 | 0.101 | -0.925 | -0.038 |
| danceability | 0.513 | -0.615 | 1.000 | -0.033 | 0.573 | -0.598 | -0.423 | 0.628 | 0.265 | 0.574 | 0.169 | 0.575 | 0.211 |
| duration_ms | 0.444 | -0.428 | -0.033 | 1.000 | 0.448 | -0.359 | -0.177 | 0.395 | -0.516 | 0.459 | 0.088 | 0.428 | 0.232 |
| energy | 0.920 | -0.924 | 0.573 | 0.448 | 1.000 | -0.896 | -0.562 | 0.964 | -0.333 | 0.895 | 0.059 | 0.924 | 0.089 |
| instrumentalness | -0.921 | 0.929 | -0.598 | -0.359 | -0.896 | 1.000 | 0.598 | -0.913 | 0.295 | -0.814 | 0.026 | -0.928 | 0.055 |
| liveness | -0.667 | 0.606 | -0.423 | -0.177 | -0.562 | 0.598 | 1.000 | -0.561 | 0.198 | -0.454 | 0.297 | -0.671 | 0.041 |
| loudness | 0.922 | -0.901 | 0.628 | 0.395 | 0.964 | -0.913 | -0.561 | 1.000 | -0.264 | 0.869 | 0.057 | 0.935 | 0.043 |
| speechiness | -0.280 | 0.268 | 0.265 | -0.516 | -0.333 | 0.295 | 0.198 | -0.264 | 1.000 | -0.403 | -0.284 | -0.284 | 0.088 |
| tempo | 0.792 | -0.832 | 0.574 | 0.459 | 0.895 | -0.814 | -0.454 | 0.869 | -0.403 | 1.000 | 0.230 | 0.817 | 0.092 |
| valence | -0.205 | 0.101 | 0.169 | 0.088 | 0.059 | 0.026 | 0.297 | 0.057 | -0.284 | 0.230 | 1.000 | -0.139 | 0.234 |
| popularity | 0.979 | -0.925 | 0.575 | 0.428 | 0.924 | -0.928 | -0.671 | 0.935 | -0.284 | 0.817 | -0.139 | 1.000 | -0.021 |
| key | -0.022 | -0.038 | 0.211 | 0.232 | 0.089 | 0.055 | 0.041 | 0.043 | 0.088 | 0.092 | 0.234 | -0.021 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| mode | year | acousticness | danceability | duration_ms | energy | instrumentalness | liveness | loudness | speechiness | tempo | valence | popularity | key | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 1921 | 0.886896 | 0.418597 | 260537.166667 | 0.231815 | 0.344878 | 0.205710 | -17.048667 | 0.073662 | 101.531493 | 0.379327 | 0.653333 | 2 |
| 1 | 1 | 1922 | 0.938592 | 0.482042 | 165469.746479 | 0.237815 | 0.434195 | 0.240720 | -19.275282 | 0.116655 | 100.884521 | 0.535549 | 0.140845 | 10 |
| 2 | 1 | 1923 | 0.957247 | 0.577341 | 177942.362162 | 0.262406 | 0.371733 | 0.227462 | -14.129211 | 0.093949 | 114.010730 | 0.625492 | 5.389189 | 0 |
| 3 | 1 | 1924 | 0.940200 | 0.549894 | 191046.707627 | 0.344347 | 0.581701 | 0.235219 | -14.231343 | 0.092089 | 120.689572 | 0.663725 | 0.661017 | 10 |
| 4 | 1 | 1925 | 0.962607 | 0.573863 | 184986.924460 | 0.278594 | 0.418297 | 0.237668 | -14.146414 | 0.111918 | 115.521921 | 0.621929 | 2.604317 | 5 |
| 5 | 1 | 1926 | 0.660817 | 0.599880 | 156881.657475 | 0.211467 | 0.333093 | 0.232370 | -18.492538 | 0.483704 | 109.648033 | 0.436910 | 1.422351 | 9 |
| 6 | 1 | 1927 | 0.936179 | 0.648268 | 184993.598374 | 0.264321 | 0.391328 | 0.168450 | -14.422374 | 0.113610 | 114.846524 | 0.659700 | 0.801626 | 7 |
| 7 | 1 | 1928 | 0.938617 | 0.534288 | 214827.906423 | 0.207948 | 0.494835 | 0.175289 | -17.191983 | 0.159911 | 106.772262 | 0.495713 | 1.525773 | 1 |
| 8 | 1 | 1929 | 0.601427 | 0.647670 | 168999.412815 | 0.241801 | 0.215204 | 0.236000 | -16.530376 | 0.490001 | 110.948357 | 0.636530 | 0.340336 | 7 |
| 9 | 1 | 1930 | 0.936715 | 0.518176 | 195150.285343 | 0.333524 | 0.352206 | 0.221311 | -12.869221 | 0.119910 | 109.871194 | 0.616238 | 0.926715 | 2 |
| mode | year | acousticness | danceability | duration_ms | energy | instrumentalness | liveness | loudness | speechiness | tempo | valence | popularity | key | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 90 | 1 | 2011 | 0.273183 | 0.552867 | 236998.787308 | 0.648301 | 0.103772 | 0.203309 | -7.574986 | 0.087479 | 121.483997 | 0.472454 | 53.307387 | 2 |
| 91 | 1 | 2012 | 0.249953 | 0.570882 | 245807.457584 | 0.656571 | 0.085206 | 0.189733 | -7.260550 | 0.081742 | 121.781736 | 0.462709 | 52.655013 | 7 |
| 92 | 1 | 2013 | 0.257488 | 0.571148 | 242267.661437 | 0.645597 | 0.098365 | 0.199631 | -7.472039 | 0.093849 | 120.806829 | 0.454741 | 54.047065 | 1 |
| 93 | 1 | 2014 | 0.249313 | 0.589948 | 233728.314713 | 0.648795 | 0.076570 | 0.191822 | -7.067440 | 0.084061 | 122.305263 | 0.463049 | 55.543142 | 0 |
| 94 | 1 | 2015 | 0.253952 | 0.593774 | 230029.046606 | 0.627064 | 0.106787 | 0.188856 | -7.625639 | 0.096779 | 120.115411 | 0.432098 | 56.700608 | 7 |
| 95 | 1 | 2016 | 0.284171 | 0.600202 | 221396.510295 | 0.592855 | 0.093984 | 0.181170 | -8.061056 | 0.104313 | 118.652630 | 0.431532 | 59.647190 | 0 |
| 96 | 1 | 2017 | 0.286099 | 0.612217 | 211115.696787 | 0.590421 | 0.097091 | 0.191713 | -8.312630 | 0.110536 | 117.202740 | 0.416476 | 63.263554 | 1 |
| 97 | 1 | 2018 | 0.267633 | 0.663500 | 206001.007133 | 0.602435 | 0.054217 | 0.176326 | -7.168785 | 0.127176 | 121.922308 | 0.447921 | 63.296243 | 1 |
| 98 | 1 | 2019 | 0.278299 | 0.644814 | 201024.788096 | 0.593224 | 0.077640 | 0.172616 | -7.722192 | 0.121043 | 120.235644 | 0.458818 | 65.256542 | 1 |
| 99 | 1 | 2020 | 0.219931 | 0.692904 | 193728.397537 | 0.631232 | 0.016376 | 0.178535 | -6.595067 | 0.141384 | 124.283129 | 0.501048 | 64.301970 | 1 |